Overview
Brought to you by YData
Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 4528 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 972.8 KiB |
| Average record size in memory | 220.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 13 |
| Categorical | 2 |
Bollinger_Lower is highly overall correlated with Bollinger_Middle and 5 other fields | High correlation |
Bollinger_Middle is highly overall correlated with Bollinger_Lower and 5 other fields | High correlation |
Bollinger_Upper is highly overall correlated with Bollinger_Lower and 5 other fields | High correlation |
MACD is highly overall correlated with MACD_Signal and 1 other fields | High correlation |
MACD_Diff is highly overall correlated with RSI | High correlation |
MACD_Signal is highly overall correlated with MACD and 1 other fields | High correlation |
RSI is highly overall correlated with MACD and 2 other fields | High correlation |
close is highly overall correlated with Bollinger_Lower and 5 other fields | High correlation |
high is highly overall correlated with Bollinger_Lower and 5 other fields | High correlation |
low is highly overall correlated with Bollinger_Lower and 5 other fields | High correlation |
open is highly overall correlated with Bollinger_Lower and 5 other fields | High correlation |
split_ratio is highly imbalanced (99.4%) | Imbalance |
Ticker is uniformly distributed | Uniform |
MACD has unique values | Unique |
MACD_Signal has unique values | Unique |
MACD_Diff has unique values | Unique |
dividend has 4456 (98.4%) zeros | Zeros |
Reproduction
| Analysis started | 2025-02-02 16:47:59.207174 |
|---|---|
| Analysis finished | 2025-02-02 16:48:34.590947 |
| Duration | 35.38 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
date
Date
| Distinct | 2264 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 212.2 KiB |
| Minimum | 2015-01-02 00:00:00 |
|---|---|
| Maximum | 2023-12-29 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
open
Real number (ℝ)
High correlation 
| Distinct | 3086 |
|---|---|
| Distinct (%) | 68.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.748655 |
| Minimum | 25.17 |
|---|---|
| Maximum | 85.900002 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.8 KiB |
Quantile statistics
| Minimum | 25.17 |
|---|---|
| 5-th percentile | 31.129999 |
| Q1 | 39.02625 |
| median | 49.790001 |
| Q3 | 60.309999 |
| 95-th percentile | 73.175497 |
| Maximum | 85.900002 |
| Range | 60.730001 |
| Interquartile range (IQR) | 21.28375 |
Descriptive statistics
| Standard deviation | 13.438346 |
|---|---|
| Coefficient of variation (CV) | 0.26480202 |
| Kurtosis | -0.72066237 |
| Mean | 50.748655 |
| Median Absolute Deviation (MAD) | 10.700001 |
| Skewness | 0.2966278 |
| Sum | 229789.91 |
| Variance | 180.58915 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 44 | 6 | 0.1% |
| 48.09999847 | 6 | 0.1% |
| 55 | 6 | 0.1% |
| 49.11999893 | 5 | 0.1% |
| 44.59999847 | 5 | 0.1% |
| 45 | 5 | 0.1% |
| 35 | 5 | 0.1% |
| 56.84000015 | 5 | 0.1% |
| 43.59999847 | 5 | 0.1% |
| 67.16000366 | 5 | 0.1% |
| Other values (3076) | 4475 |
| Value | Count | Frequency (%) |
| 25.17000008 | 1 | |
| 26.43000031 | 1 | |
| 27.07500076 | 1 | |
| 27.21500015 | 1 | |
| 27.31999969 | 1 | |
| 27.40999985 | 1 | |
| 27.43499947 | 1 | |
| 27.5 | 1 | |
| 27.52499962 | 1 | |
| 27.53499985 | 1 |
| Value | Count | Frequency (%) |
| 85.90000153 | 1 | |
| 85.83999634 | 1 | |
| 85.13999939 | 1 | |
| 85.12999725 | 1 | |
| 85.01000214 | 1 | |
| 84.80999756 | 1 | |
| 84.34999847 | 1 | |
| 84.33000183 | 1 | |
| 84.23999786 | 1 | |
| 84.09999847 | 1 |
high
Real number (ℝ)
High correlation 
| Distinct | 3141 |
|---|---|
| Distinct (%) | 69.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.240256 |
| Minimum | 26.99 |
|---|---|
| Maximum | 86.739998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.8 KiB |
Quantile statistics
| Minimum | 26.99 |
|---|---|
| 5-th percentile | 31.402001 |
| Q1 | 39.474999 |
| median | 50.200001 |
| Q3 | 60.990002 |
| 95-th percentile | 73.660004 |
| Maximum | 86.739998 |
| Range | 59.749998 |
| Interquartile range (IQR) | 21.515002 |
Descriptive statistics
| Standard deviation | 13.552011 |
|---|---|
| Coefficient of variation (CV) | 0.26447977 |
| Kurtosis | -0.72346901 |
| Mean | 51.240256 |
| Median Absolute Deviation (MAD) | 10.77 |
| Skewness | 0.29749709 |
| Sum | 232015.88 |
| Variance | 183.65701 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 43.95999908 | 6 | 0.1% |
| 60.81000137 | 5 | 0.1% |
| 53.36000061 | 5 | 0.1% |
| 45.65000153 | 5 | 0.1% |
| 35.52999878 | 5 | 0.1% |
| 54.43000031 | 5 | 0.1% |
| 46.68000031 | 5 | 0.1% |
| 47.13999939 | 5 | 0.1% |
| 36.97499847 | 5 | 0.1% |
| 49.18999863 | 5 | 0.1% |
| Other values (3131) | 4477 |
| Value | Count | Frequency (%) |
| 26.98999977 | 1 | |
| 27.36000061 | 1 | |
| 27.43499947 | 1 | |
| 27.55999947 | 1 | |
| 27.57999992 | 1 | |
| 27.67499924 | 1 | |
| 27.84000015 | 1 | |
| 27.84499931 | 1 | |
| 27.97500038 | 1 | |
| 27.98999977 | 1 |
| Value | Count | Frequency (%) |
| 86.73999786 | 1 | |
| 86.25 | 1 | |
| 86.23999786 | 1 | |
| 86.09999847 | 1 | |
| 86.08000183 | 1 | |
| 85.91999817 | 1 | |
| 85.68000031 | 1 | |
| 84.94999695 | 1 | |
| 84.83000183 | 1 | |
| 84.77999878 | 1 |
low
Real number (ℝ)
High correlation 
| Distinct | 3139 |
|---|---|
| Distinct (%) | 69.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.252724 |
| Minimum | 23.07 |
|---|---|
| Maximum | 85.269997 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.8 KiB |
Quantile statistics
| Minimum | 23.07 |
|---|---|
| 5-th percentile | 30.93175 |
| Q1 | 38.687499 |
| median | 49.279999 |
| Q3 | 59.599998 |
| 95-th percentile | 72.503001 |
| Maximum | 85.269997 |
| Range | 62.199997 |
| Interquartile range (IQR) | 20.912499 |
Descriptive statistics
| Standard deviation | 13.314377 |
|---|---|
| Coefficient of variation (CV) | 0.26494837 |
| Kurtosis | -0.70992884 |
| Mean | 50.252724 |
| Median Absolute Deviation (MAD) | 10.512501 |
| Skewness | 0.2975514 |
| Sum | 227544.34 |
| Variance | 177.27264 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 44.86000061 | 6 | 0.1% |
| 44.99000168 | 6 | 0.1% |
| 44.29000092 | 5 | 0.1% |
| 47.68999863 | 5 | 0.1% |
| 58.54000092 | 5 | 0.1% |
| 31.95999908 | 5 | 0.1% |
| 55.22000122 | 5 | 0.1% |
| 44.95000076 | 5 | 0.1% |
| 46.75 | 5 | 0.1% |
| 43.65999985 | 5 | 0.1% |
| Other values (3129) | 4476 |
| Value | Count | Frequency (%) |
| 23.06999969 | 1 | |
| 24.19000053 | 1 | |
| 25.04500008 | 1 | |
| 25.12999916 | 1 | |
| 25.70499992 | 1 | |
| 26.22999954 | 1 | |
| 26.68000031 | 1 | |
| 26.74500084 | 1 | |
| 26.96999931 | 1 | |
| 27.01000023 | 1 |
| Value | Count | Frequency (%) |
| 85.26999664 | 1 | |
| 85.12999725 | 1 | |
| 84.95999908 | 1 | |
| 84.73999786 | 1 | |
| 83.72000122 | 1 | |
| 83.58999634 | 1 | |
| 83.36000061 | 2 | |
| 83.31999969 | 1 | |
| 83.15000153 | 1 | |
| 83.05000305 | 1 |
close
Real number (ℝ)
High correlation 
| Distinct | 3115 |
|---|---|
| Distinct (%) | 68.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.754321 |
| Minimum | 25.27 |
|---|---|
| Maximum | 85.849998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.8 KiB |
Quantile statistics
| Minimum | 25.27 |
|---|---|
| 5-th percentile | 31.2185 |
| Q1 | 39.026249 |
| median | 49.790001 |
| Q3 | 60.389999 |
| 95-th percentile | 73.189497 |
| Maximum | 85.849998 |
| Range | 60.579998 |
| Interquartile range (IQR) | 21.36375 |
Descriptive statistics
| Standard deviation | 13.434112 |
|---|---|
| Coefficient of variation (CV) | 0.26468903 |
| Kurtosis | -0.7186049 |
| Mean | 50.754321 |
| Median Absolute Deviation (MAD) | 10.684999 |
| Skewness | 0.29930615 |
| Sum | 229815.57 |
| Variance | 180.47537 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 47.70000076 | 7 | 0.2% |
| 48.45000076 | 6 | 0.1% |
| 49.45999908 | 5 | 0.1% |
| 52.83000183 | 5 | 0.1% |
| 59 | 5 | 0.1% |
| 47.04999924 | 5 | 0.1% |
| 47.88999939 | 5 | 0.1% |
| 67.48000336 | 5 | 0.1% |
| 56.75 | 5 | 0.1% |
| 45.75 | 5 | 0.1% |
| Other values (3105) | 4475 |
| Value | Count | Frequency (%) |
| 25.27000046 | 1 | |
| 25.69000053 | 1 | |
| 26.72999954 | 1 | |
| 26.89999962 | 1 | |
| 27.11499977 | 1 | |
| 27.25499916 | 1 | |
| 27.29000092 | 1 | |
| 27.30999947 | 1 | |
| 27.32999992 | 1 | |
| 27.48999977 | 1 |
| Value | Count | Frequency (%) |
| 85.84999847 | 1 | |
| 85.80999756 | 1 | |
| 85.54000092 | 1 | |
| 85.29000092 | 1 | |
| 84.95999908 | 1 | |
| 84.69999695 | 1 | |
| 84.34999847 | 1 | |
| 84.09999847 | 1 | |
| 84.02999878 | 1 | |
| 83.98000336 | 1 |
volume
Real number (ℝ)
| Distinct | 4293 |
|---|---|
| Distinct (%) | 94.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2378250.4 |
| Minimum | 204200 |
|---|---|
| Maximum | 32488300 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.8 KiB |
Quantile statistics
| Minimum | 204200 |
|---|---|
| 5-th percentile | 628300 |
| Q1 | 1043075 |
| median | 2030550 |
| Q3 | 3208450 |
| 95-th percentile | 5340590 |
| Maximum | 32488300 |
| Range | 32284100 |
| Interquartile range (IQR) | 2165375 |
Descriptive statistics
| Standard deviation | 1743382.6 |
|---|---|
| Coefficient of variation (CV) | 0.73305257 |
| Kurtosis | 33.645917 |
| Mean | 2378250.4 |
| Median Absolute Deviation (MAD) | 1043350 |
| Skewness | 3.2313997 |
| Sum | 1.0768718 × 1010 |
| Variance | 3.0393829 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 883200 | 3 | 0.1% |
| 1905000 | 3 | 0.1% |
| 2401600 | 3 | 0.1% |
| 2441600 | 3 | 0.1% |
| 886800 | 3 | 0.1% |
| 1144000 | 3 | 0.1% |
| 848800 | 3 | 0.1% |
| 1063200 | 3 | 0.1% |
| 924000 | 2 | < 0.1% |
| 3198200 | 2 | < 0.1% |
| Other values (4283) | 4500 |
| Value | Count | Frequency (%) |
| 204200 | 1 | |
| 215000 | 1 | |
| 238200 | 1 | |
| 284300 | 1 | |
| 303200 | 1 | |
| 305800 | 1 | |
| 309800 | 1 | |
| 319000 | 1 | |
| 322900 | 1 | |
| 358700 | 1 |
| Value | Count | Frequency (%) |
| 32488300 | 1 | |
| 27589200 | 1 | |
| 17653100 | 1 | |
| 17390300 | 1 | |
| 14431000 | 1 | |
| 13528800 | 1 | |
| 11286200 | 1 | |
| 11232600 | 1 | |
| 11172400 | 1 | |
| 10797300 | 1 |
dividend
Real number (ℝ)
Zeros 
| Distinct | 19 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0039333039 |
| Minimum | 0 |
|---|---|
| Maximum | 0.42 |
| Zeros | 4456 |
| Zeros (%) | 98.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 0.42 |
| Range | 0.42 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.032711725 |
|---|---|
| Coefficient of variation (CV) | 8.3166025 |
| Kurtosis | 84.390049 |
| Mean | 0.0039333039 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.9584869 |
| Sum | 17.81 |
| Variance | 0.001070057 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4456 | |
| 0.26 | 8 | 0.2% |
| 0.28 | 8 | 0.2% |
| 0.42 | 4 | 0.1% |
| 0.3 | 4 | 0.1% |
| 0.24 | 4 | 0.1% |
| 0.22 | 4 | 0.1% |
| 0.14 | 4 | 0.1% |
| 0.12 | 4 | 0.1% |
| 0.095 | 4 | 0.1% |
| Other values (9) | 28 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 4456 | |
| 0.095 | 4 | 0.1% |
| 0.12 | 4 | 0.1% |
| 0.14 | 4 | 0.1% |
| 0.18 | 3 | 0.1% |
| 0.195 | 3 | 0.1% |
| 0.205 | 4 | 0.1% |
| 0.215 | 4 | 0.1% |
| 0.22 | 4 | 0.1% |
| 0.225 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.42 | 4 | |
| 0.4 | 4 | |
| 0.33 | 4 | |
| 0.32 | 1 | < 0.1% |
| 0.3 | 4 | |
| 0.28 | 8 | |
| 0.27 | 4 | |
| 0.26 | 8 | |
| 0.24 | 4 | |
| 0.225 | 1 | < 0.1% |
Ticker
Categorical
Uniform 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.7 KiB |
| AFL | |
|---|---|
| AOS |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AFL |
|---|---|
| 2nd row | AFL |
| 3rd row | AFL |
| 4th row | AFL |
| 5th row | AFL |
Common Values
| Value | Count | Frequency (%) |
| AFL | 2264 | |
| AOS | 2264 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| afl | 2264 | |
| aos | 2264 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 4528 | |
| F | 2264 | |
| L | 2264 | |
| O | 2264 | |
| S | 2264 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13584 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 4528 | |
| F | 2264 | |
| L | 2264 | |
| O | 2264 | |
| S | 2264 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13584 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 4528 | |
| F | 2264 | |
| L | 2264 | |
| O | 2264 | |
| S | 2264 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13584 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 4528 | |
| F | 2264 | |
| L | 2264 | |
| O | 2264 | |
| S | 2264 |
split_ratio
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.7 KiB |
| 0.0 | |
|---|---|
| 2.0 | 2 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4526 | |
| 2.0 | 2 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4526 | |
| 2.0 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9054 | |
| . | 4528 | |
| 2 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13584 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9054 | |
| . | 4528 | |
| 2 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13584 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9054 | |
| . | 4528 | |
| 2 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13584 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9054 | |
| . | 4528 | |
| 2 | 2 | < 0.1% |
RSI
Real number (ℝ)
High correlation 
| Distinct | 4503 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.929239 |
| Minimum | 13.29602 |
|---|---|
| Maximum | 90.636211 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.8 KiB |
Quantile statistics
| Minimum | 13.29602 |
|---|---|
| 5-th percentile | 30.674618 |
| Q1 | 45.308123 |
| median | 53.891015 |
| Q3 | 61.413131 |
| 95-th percentile | 71.803698 |
| Maximum | 90.636211 |
| Range | 77.340191 |
| Interquartile range (IQR) | 16.105008 |
Descriptive statistics
| Standard deviation | 12.240215 |
|---|---|
| Coefficient of variation (CV) | 0.23125621 |
| Kurtosis | 0.03738878 |
| Mean | 52.929239 |
| Median Absolute Deviation (MAD) | 8.0090044 |
| Skewness | -0.37579156 |
| Sum | 239663.59 |
| Variance | 149.82286 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 58.83521356 | 2 | < 0.1% |
| 61.91625861 | 2 | < 0.1% |
| 56.58007644 | 2 | < 0.1% |
| 34.53238033 | 2 | < 0.1% |
| 61.31194907 | 2 | < 0.1% |
| 43.91384127 | 2 | < 0.1% |
| 61.51758426 | 2 | < 0.1% |
| 47.09483431 | 2 | < 0.1% |
| 54.94215186 | 2 | < 0.1% |
| 69.9783327 | 2 | < 0.1% |
| Other values (4493) | 4508 |
| Value | Count | Frequency (%) |
| 13.29601996 | 1 | |
| 14.62133641 | 1 | |
| 14.64683755 | 1 | |
| 14.69867964 | 1 | |
| 14.76339729 | 1 | |
| 15.19398467 | 1 | |
| 15.24019898 | 1 | |
| 15.30287616 | 1 | |
| 15.30594927 | 1 | |
| 15.31561684 | 1 |
| Value | Count | Frequency (%) |
| 90.63621054 | 1 | |
| 85.72174905 | 1 | |
| 84.68255155 | 1 | |
| 84.31884476 | 1 | |
| 84.09513685 | 1 | |
| 81.80653479 | 1 | |
| 81.72659059 | 1 | |
| 81.72605378 | 1 | |
| 81.36096246 | 1 | |
| 81.33409306 | 1 |
MACD
Real number (ℝ)
High correlation  Unique 
| Distinct | 4528 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.020294983 |
| Minimum | -27.835975 |
|---|---|
| Maximum | 4.069193 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1639 |
| Negative (%) | 36.2% |
| Memory size | 70.8 KiB |
Quantile statistics
| Minimum | -27.835975 |
|---|---|
| 5-th percentile | -1.6902014 |
| Q1 | -0.23357389 |
| median | 0.21962252 |
| Q3 | 0.65278407 |
| 95-th percentile | 1.5516738 |
| Maximum | 4.069193 |
| Range | 31.905168 |
| Interquartile range (IQR) | 0.88635796 |
Descriptive statistics
| Standard deviation | 1.9120201 |
|---|---|
| Coefficient of variation (CV) | 94.211468 |
| Kurtosis | 110.30767 |
| Mean | 0.020294983 |
| Median Absolute Deviation (MAD) | 0.44482658 |
| Skewness | -9.0013935 |
| Sum | 91.895682 |
| Variance | 3.6558209 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.505608211 | 1 | < 0.1% |
| 0.2574555118 | 1 | < 0.1% |
| 0.3579908085 | 1 | < 0.1% |
| 0.2685619078 | 1 | < 0.1% |
| 0.231966612 | 1 | < 0.1% |
| 0.211410625 | 1 | < 0.1% |
| 0.2197716538 | 1 | < 0.1% |
| 0.2527012339 | 1 | < 0.1% |
| 0.232287936 | 1 | < 0.1% |
| 0.5092631801 | 1 | < 0.1% |
| Other values (4518) | 4518 |
| Value | Count | Frequency (%) |
| -27.83597487 | 1 | |
| -27.83155603 | 1 | |
| -27.49377422 | 1 | |
| -27.49374615 | 1 | |
| -26.92179397 | 1 | |
| -26.66415626 | 1 | |
| -26.16247273 | 1 | |
| -25.22967369 | 1 | |
| -25.22394502 | 1 | |
| -24.20955496 | 1 |
| Value | Count | Frequency (%) |
| 4.069192957 | 1 | |
| 4.031353098 | 1 | |
| 4.013501867 | 1 | |
| 3.967731073 | 1 | |
| 3.9074601 | 1 | |
| 3.899791272 | 1 | |
| 3.79265772 | 1 | |
| 3.774199302 | 1 | |
| 3.628004087 | 1 | |
| 3.557362797 | 1 |
MACD_Signal
Real number (ℝ)
High correlation  Unique 
| Distinct | 4528 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.024819782 |
| Minimum | -24.190756 |
|---|---|
| Maximum | 4.8159039 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1644 |
| Negative (%) | 36.3% |
| Memory size | 70.8 KiB |
Quantile statistics
| Minimum | -24.190756 |
|---|---|
| 5-th percentile | -1.5566032 |
| Q1 | -0.20604501 |
| median | 0.21105092 |
| Q3 | 0.62914385 |
| 95-th percentile | 1.4633429 |
| Maximum | 4.8159039 |
| Range | 29.00666 |
| Interquartile range (IQR) | 0.83518886 |
Descriptive statistics
| Standard deviation | 1.7736426 |
|---|---|
| Coefficient of variation (CV) | 71.460846 |
| Kurtosis | 95.511234 |
| Mean | 0.024819782 |
| Median Absolute Deviation (MAD) | 0.41803111 |
| Skewness | -8.3549674 |
| Sum | 112.38397 |
| Variance | 3.1458081 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.8473552249 | 1 | < 0.1% |
| 0.2745979242 | 1 | < 0.1% |
| 0.2724571615 | 1 | < 0.1% |
| 0.2510737497 | 1 | < 0.1% |
| 0.2467017102 | 1 | < 0.1% |
| 0.2503854847 | 1 | < 0.1% |
| 0.2601291997 | 1 | < 0.1% |
| 0.2702185861 | 1 | < 0.1% |
| 0.2788835273 | 1 | < 0.1% |
| 0.3478905125 | 1 | < 0.1% |
| Other values (4518) | 4518 |
| Value | Count | Frequency (%) |
| -24.19075618 | 1 | |
| -24.18605649 | 1 | |
| -23.97791451 | 1 | |
| -23.92658435 | 1 | |
| -23.55435733 | 1 | |
| -23.36761226 | 1 | |
| -22.97019774 | 1 | |
| -22.47906684 | 1 | |
| -22.26364455 | 1 | |
| -21.4662739 | 1 |
| Value | Count | Frequency (%) |
| 4.815903944 | 1 | |
| 3.71869115 | 1 | |
| 3.704814112 | 1 | |
| 3.700553737 | 1 | |
| 3.656069822 | 1 | |
| 3.632690142 | 1 | |
| 3.578154509 | 1 | |
| 3.526703415 | 1 | |
| 3.464854862 | 1 | |
| 3.365462324 | 1 |
MACD_Diff
Real number (ℝ)
High correlation  Unique 
| Distinct | 4528 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0045247989 |
| Minimum | -14.646805 |
|---|---|
| Maximum | 3.8506333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2232 |
| Negative (%) | 49.3% |
| Memory size | 70.8 KiB |
Quantile statistics
| Minimum | -14.646805 |
|---|---|
| 5-th percentile | -0.48304015 |
| Q1 | -0.13384427 |
| median | 0.003680415 |
| Q3 | 0.15292904 |
| 95-th percentile | 0.49662792 |
| Maximum | 3.8506333 |
| Range | 18.497438 |
| Interquartile range (IQR) | 0.28677331 |
Descriptive statistics
| Standard deviation | 0.66045432 |
|---|---|
| Coefficient of variation (CV) | -145.96324 |
| Kurtosis | 245.98633 |
| Mean | -0.0045247989 |
| Median Absolute Deviation (MAD) | 0.14436271 |
| Skewness | -12.092083 |
| Sum | -20.488289 |
| Variance | 0.43619991 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.6582529858 | 1 | < 0.1% |
| -0.01714241239 | 1 | < 0.1% |
| 0.08553364707 | 1 | < 0.1% |
| 0.0174881581 | 1 | < 0.1% |
| -0.01473509816 | 1 | < 0.1% |
| -0.03897485976 | 1 | < 0.1% |
| -0.04035754582 | 1 | < 0.1% |
| -0.01751735218 | 1 | < 0.1% |
| -0.04659559129 | 1 | < 0.1% |
| 0.1613726676 | 1 | < 0.1% |
| Other values (4518) | 4518 |
| Value | Count | Frequency (%) |
| -14.646805 | 1 | |
| -14.2043556 | 1 | |
| -13.97832366 | 1 | |
| -13.1307633 | 1 | |
| -11.69900978 | 1 | |
| -11.6521967 | 1 | |
| -9.985429274 | 1 | |
| -8.262126396 | 1 | |
| -7.134422045 | 1 | |
| -6.606166037 | 1 |
| Value | Count | Frequency (%) |
| 3.850633321 | 1 | |
| 3.849922447 | 1 | |
| 3.800253948 | 1 | |
| 3.79347023 | 1 | |
| 3.73735866 | 1 | |
| 3.667824616 | 1 | |
| 3.642252269 | 1 | |
| 3.532894254 | 1 | |
| 3.458123471 | 1 | |
| 3.402073329 | 1 |
Bollinger_Upper
Real number (ℝ)
High correlation 
| Distinct | 4525 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.611084 |
| Minimum | 24.622363 |
|---|---|
| Maximum | 210.27718 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.8 KiB |
Quantile statistics
| Minimum | 24.622363 |
|---|---|
| 5-th percentile | 32.349818 |
| Q1 | 41.207996 |
| median | 52.512461 |
| Q3 | 63.681874 |
| 95-th percentile | 77.270657 |
| Maximum | 210.27718 |
| Range | 185.65482 |
| Interquartile range (IQR) | 22.473878 |
Descriptive statistics
| Standard deviation | 16.225735 |
|---|---|
| Coefficient of variation (CV) | 0.30265634 |
| Kurtosis | 18.303953 |
| Mean | 53.611084 |
| Median Absolute Deviation (MAD) | 11.252733 |
| Skewness | 2.3861268 |
| Sum | 242750.99 |
| Variance | 263.27446 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 32.43774218 | 2 | < 0.1% |
| 53.30448114 | 2 | < 0.1% |
| 42.35735884 | 2 | < 0.1% |
| 62.59968585 | 1 | < 0.1% |
| 63.20940252 | 1 | < 0.1% |
| 63.0059128 | 1 | < 0.1% |
| 62.6870176 | 1 | < 0.1% |
| 62.39107375 | 1 | < 0.1% |
| 62.29836924 | 1 | < 0.1% |
| 62.35546347 | 1 | < 0.1% |
| Other values (4515) | 4515 |
| Value | Count | Frequency (%) |
| 24.62236301 | 1 | |
| 26.83786518 | 1 | |
| 28.49178935 | 1 | |
| 29.23133271 | 1 | |
| 29.24904127 | 1 | |
| 29.29860825 | 1 | |
| 29.34727613 | 1 | |
| 29.36075559 | 1 | |
| 29.36839679 | 1 | |
| 29.37138135 | 1 |
| Value | Count | Frequency (%) |
| 210.2771781 | 1 | |
| 209.5500229 | 1 | |
| 209.1236565 | 1 | |
| 207.241251 | 1 | |
| 206.4358593 | 1 | |
| 203.711379 | 1 | |
| 201.0370009 | 1 | |
| 199.138725 | 1 | |
| 193.3008701 | 1 | |
| 193.0513703 | 1 |
Bollinger_Lower
Real number (ℝ)
High correlation 
| Distinct | 4525 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.883242 |
| Minimum | -44.782791 |
|---|---|
| Maximum | 80.703888 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 13 |
| Negative (%) | 0.3% |
| Memory size | 70.8 KiB |
Quantile statistics
| Minimum | -44.782791 |
|---|---|
| 5-th percentile | 29.668363 |
| Q1 | 37.101788 |
| median | 47.442636 |
| Q3 | 57.185116 |
| 95-th percentile | 69.517373 |
| Maximum | 80.703888 |
| Range | 125.48668 |
| Interquartile range (IQR) | 20.083328 |
Descriptive statistics
| Standard deviation | 13.543005 |
|---|---|
| Coefficient of variation (CV) | 0.28283391 |
| Kurtosis | 2.8729962 |
| Mean | 47.883242 |
| Median Absolute Deviation (MAD) | 9.9256809 |
| Skewness | -0.38705186 |
| Sum | 216815.32 |
| Variance | 183.41298 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31.60375753 | 2 | < 0.1% |
| 50.83251875 | 2 | < 0.1% |
| 41.74664125 | 2 | < 0.1% |
| 60.34131489 | 1 | < 0.1% |
| 60.06559786 | 1 | < 0.1% |
| 60.16708754 | 1 | < 0.1% |
| 60.31598266 | 1 | < 0.1% |
| 60.45292649 | 1 | < 0.1% |
| 60.48463133 | 1 | < 0.1% |
| 60.45753702 | 1 | < 0.1% |
| Other values (4515) | 4515 |
| Value | Count | Frequency (%) |
| -44.7827911 | 1 | |
| -44.34874493 | 1 | |
| -43.65151191 | 1 | |
| -42.22119331 | 1 | |
| -39.74519858 | 1 | |
| -39.20047805 | 1 | |
| -34.93386956 | 1 | |
| -32.25002475 | 1 | |
| -29.58972502 | 1 | |
| -23.07387898 | 1 |
| Value | Count | Frequency (%) |
| 80.70388821 | 1 | |
| 80.69104289 | 1 | |
| 80.66774672 | 1 | |
| 80.63567024 | 1 | |
| 80.58118352 | 1 | |
| 80.56133702 | 1 | |
| 80.52669791 | 1 | |
| 80.51347203 | 1 | |
| 80.5125078 | 1 | |
| 80.44083938 | 1 |
Bollinger_Middle
Real number (ℝ)
High correlation 
| Distinct | 4511 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.747163 |
| Minimum | 19.365 |
|---|---|
| Maximum | 130.30525 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.8 KiB |
Quantile statistics
| Minimum | 19.365 |
|---|---|
| 5-th percentile | 31.231775 |
| Q1 | 38.985625 |
| median | 49.73 |
| Q3 | 60.292875 |
| 95-th percentile | 72.789925 |
| Maximum | 130.30525 |
| Range | 110.94025 |
| Interquartile range (IQR) | 21.30725 |
Descriptive statistics
| Standard deviation | 13.548404 |
|---|---|
| Coefficient of variation (CV) | 0.26697854 |
| Kurtosis | 0.067098651 |
| Mean | 50.747163 |
| Median Absolute Deviation (MAD) | 10.640625 |
| Skewness | 0.42501119 |
| Sum | 229783.16 |
| Variance | 183.55925 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50.72049999 | 2 | < 0.1% |
| 59.65149975 | 2 | < 0.1% |
| 53.75650005 | 2 | < 0.1% |
| 53.28899975 | 2 | < 0.1% |
| 52.06849995 | 2 | < 0.1% |
| 42.05200005 | 2 | < 0.1% |
| 53.26150017 | 2 | < 0.1% |
| 57.49899979 | 2 | < 0.1% |
| 34.5647501 | 2 | < 0.1% |
| 45.49000053 | 2 | < 0.1% |
| Other values (4501) | 4508 |
| Value | Count | Frequency (%) |
| 19.36500015 | 1 | |
| 19.95300016 | 1 | |
| 20.52975016 | 1 | |
| 21.11575012 | 1 | |
| 21.70475016 | 1 | |
| 22.25950022 | 1 | |
| 22.81425028 | 1 | |
| 23.35375032 | 1 | |
| 23.82600031 | 1 | |
| 24.27850037 | 1 |
| Value | Count | Frequency (%) |
| 130.3052499 | 1 | |
| 125.7524999 | 1 | |
| 121.198 | 1 | |
| 116.7315001 | 1 | |
| 111.7232503 | 1 | |
| 106.6650003 | 1 | |
| 101.3377501 | 1 | |
| 95.84450016 | 1 | |
| 90.31875 | 1 | |
| 84.77449999 | 1 |
Interactions
Correlations
| Bollinger_Lower | Bollinger_Middle | Bollinger_Upper | MACD | MACD_Diff | MACD_Signal | RSI | Ticker | close | dividend | high | low | open | split_ratio | volume | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Bollinger_Lower | 1.000 | 0.977 | 0.951 | 0.162 | -0.107 | 0.206 | 0.000 | 0.302 | 0.983 | -0.000 | 0.983 | 0.984 | 0.984 | 0.000 | -0.437 |
| Bollinger_Middle | 0.977 | 1.000 | 0.990 | 0.136 | -0.117 | 0.177 | -0.031 | 0.278 | 0.970 | -0.001 | 0.971 | 0.970 | 0.971 | 0.000 | -0.452 |
| Bollinger_Upper | 0.951 | 0.990 | 1.000 | 0.119 | -0.106 | 0.155 | -0.048 | 0.281 | 0.955 | -0.002 | 0.957 | 0.953 | 0.956 | 0.000 | -0.447 |
| MACD | 0.162 | 0.136 | 0.119 | 1.000 | 0.248 | 0.942 | 0.818 | 0.164 | 0.243 | 0.014 | 0.238 | 0.246 | 0.241 | 0.000 | -0.100 |
| MACD_Diff | -0.107 | -0.117 | -0.106 | 0.248 | 1.000 | -0.022 | 0.525 | 0.171 | 0.010 | -0.000 | 0.004 | 0.007 | 0.001 | 0.000 | -0.078 |
| MACD_Signal | 0.206 | 0.177 | 0.155 | 0.942 | -0.022 | 1.000 | 0.665 | 0.198 | 0.249 | 0.012 | 0.246 | 0.253 | 0.250 | 0.000 | -0.095 |
| RSI | 0.000 | -0.031 | -0.048 | 0.818 | 0.525 | 0.665 | 1.000 | 0.119 | 0.103 | 0.003 | 0.091 | 0.102 | 0.090 | 0.000 | -0.036 |
| Ticker | 0.302 | 0.278 | 0.281 | 0.164 | 0.171 | 0.198 | 0.119 | 1.000 | 0.289 | 0.060 | 0.299 | 0.261 | 0.283 | 0.000 | 0.465 |
| close | 0.983 | 0.970 | 0.955 | 0.243 | 0.010 | 0.249 | 0.103 | 0.289 | 1.000 | 0.002 | 0.999 | 0.999 | 0.999 | 0.000 | -0.454 |
| dividend | -0.000 | -0.001 | -0.002 | 0.014 | -0.000 | 0.012 | 0.003 | 0.060 | 0.002 | 1.000 | 0.003 | -0.001 | 0.000 | 0.000 | 0.041 |
| high | 0.983 | 0.971 | 0.957 | 0.238 | 0.004 | 0.246 | 0.091 | 0.299 | 0.999 | 0.003 | 1.000 | 0.999 | 0.999 | 0.000 | -0.451 |
| low | 0.984 | 0.970 | 0.953 | 0.246 | 0.007 | 0.253 | 0.102 | 0.261 | 0.999 | -0.001 | 0.999 | 1.000 | 0.999 | 0.000 | -0.456 |
| open | 0.984 | 0.971 | 0.956 | 0.241 | 0.001 | 0.250 | 0.090 | 0.283 | 0.999 | 0.000 | 0.999 | 0.999 | 1.000 | 0.000 | -0.453 |
| split_ratio | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 |
| volume | -0.437 | -0.452 | -0.447 | -0.100 | -0.078 | -0.095 | -0.036 | 0.465 | -0.454 | 0.041 | -0.451 | -0.456 | -0.453 | 0.000 | 1.000 |
Missing values
Sample
| date | open | high | low | close | volume | dividend | Ticker | split_ratio | RSI | MACD | MACD_Signal | MACD_Diff | Bollinger_Upper | Bollinger_Lower | Bollinger_Middle | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18112 | 2015-01-02 | 30.750000 | 30.805000 | 30.330000 | 30.540001 | 2846000 | 0.0 | AFL | 0.0 | 90.636211 | 1.505608 | 0.847355 | 0.658253 | 24.622363 | 14.107637 | 19.36500 |
| 18113 | 2015-01-05 | 30.219999 | 30.275000 | 29.620001 | 29.740000 | 4757000 | 0.0 | AFL | 0.0 | 85.721749 | 2.109082 | 1.099701 | 1.009382 | 26.837865 | 13.068135 | 19.95300 |
| 18114 | 2015-01-06 | 29.705000 | 29.775000 | 29.395000 | 29.475000 | 5819000 | 0.0 | AFL | 0.0 | 84.095137 | 2.536715 | 1.387103 | 1.149611 | 28.491789 | 12.567711 | 20.52975 |
| 18115 | 2015-01-07 | 29.725000 | 29.980000 | 29.545000 | 29.660000 | 3653400 | 0.0 | AFL | 0.0 | 84.318845 | 2.857604 | 1.681204 | 1.176400 | 29.910715 | 12.320785 | 21.11575 |
| 18116 | 2015-01-08 | 29.870001 | 30.160000 | 29.730000 | 29.950001 | 4587600 | 0.0 | AFL | 0.0 | 84.682552 | 3.099582 | 1.964879 | 1.134702 | 31.182990 | 12.226510 | 21.70475 |
| 18117 | 2015-01-09 | 30.030001 | 30.084999 | 29.275000 | 29.315001 | 5993600 | 0.0 | AFL | 0.0 | 80.291178 | 3.203187 | 2.212541 | 0.990646 | 32.146893 | 12.372108 | 22.25950 |
| 18118 | 2015-01-12 | 29.305000 | 29.375000 | 28.969999 | 29.145000 | 3573200 | 0.0 | AFL | 0.0 | 79.108438 | 3.234294 | 2.416891 | 0.817403 | 32.936878 | 12.691623 | 22.81425 |
| 18119 | 2015-01-13 | 29.344999 | 29.530001 | 28.799999 | 29.000000 | 3341000 | 0.0 | AFL | 0.0 | 78.052321 | 3.210241 | 2.575561 | 0.634680 | 33.586845 | 13.120656 | 23.35375 |
| 18120 | 2015-01-14 | 28.600000 | 28.985001 | 28.485001 | 28.775000 | 4303600 | 0.0 | AFL | 0.0 | 76.349020 | 3.136864 | 2.687822 | 0.449042 | 34.144140 | 13.507860 | 23.82600 |
| 18121 | 2015-01-15 | 28.674999 | 29.135000 | 28.650000 | 28.680000 | 4579600 | 0.0 | AFL | 0.0 | 75.598880 | 3.036048 | 2.757467 | 0.278581 | 34.614649 | 13.942352 | 24.27850 |
| date | open | high | low | close | volume | dividend | Ticker | split_ratio | RSI | MACD | MACD_Signal | MACD_Diff | Bollinger_Upper | Bollinger_Lower | Bollinger_Middle | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4518 | 2023-12-15 | 79.730003 | 80.379997 | 78.980003 | 79.199997 | 2910400 | 0.0 | AOS | 0.0 | 66.475822 | 1.877348 | 1.769832 | 0.107515 | 80.245261 | 73.959738 | 77.102499 |
| 4519 | 2023-12-18 | 79.339996 | 79.860001 | 78.860001 | 79.389999 | 926300 | 0.0 | AOS | 0.0 | 67.158151 | 1.834716 | 1.782809 | 0.051907 | 80.528435 | 73.977564 | 77.252999 |
| 4520 | 2023-12-19 | 79.669998 | 80.930000 | 79.669998 | 80.900002 | 913600 | 0.0 | AOS | 0.0 | 72.030359 | 1.900862 | 1.806420 | 0.094442 | 81.083860 | 73.901139 | 77.492500 |
| 4521 | 2023-12-20 | 80.699997 | 81.349998 | 80.220001 | 80.230003 | 790100 | 0.0 | AOS | 0.0 | 67.262207 | 1.877577 | 1.820651 | 0.056926 | 81.409156 | 74.011843 | 77.710500 |
| 4522 | 2023-12-21 | 81.029999 | 81.570000 | 80.820000 | 81.559998 | 621600 | 0.0 | AOS | 0.0 | 71.320693 | 1.944033 | 1.845328 | 0.098705 | 81.950636 | 74.038363 | 77.994500 |
| 4523 | 2023-12-22 | 81.949997 | 82.029999 | 81.239998 | 81.730003 | 449400 | 0.0 | AOS | 0.0 | 71.801901 | 1.987507 | 1.873763 | 0.113744 | 82.443069 | 74.117930 | 78.280500 |
| 4524 | 2023-12-26 | 81.699997 | 82.059998 | 81.419998 | 81.849998 | 420400 | 0.0 | AOS | 0.0 | 72.157013 | 2.008491 | 1.900709 | 0.107782 | 82.870507 | 74.279492 | 78.575000 |
| 4525 | 2023-12-27 | 81.980003 | 82.400002 | 81.690002 | 82.160004 | 441700 | 0.0 | AOS | 0.0 | 73.099542 | 2.026772 | 1.925922 | 0.100850 | 83.185969 | 74.668031 | 78.927000 |
| 4526 | 2023-12-28 | 81.930000 | 82.440002 | 81.830002 | 82.239998 | 452800 | 0.0 | AOS | 0.0 | 73.350237 | 2.024379 | 1.945613 | 0.078766 | 83.394356 | 75.173644 | 79.284000 |
| 4527 | 2023-12-29 | 82.029999 | 82.769997 | 82.029999 | 82.440002 | 610900 | 0.0 | AOS | 0.0 | 74.002590 | 2.015389 | 1.959568 | 0.055821 | 83.550324 | 75.725676 | 79.638000 |